Add VT2-examples: all 6 chapters of 'Visualize This' (110 files) — data scraping, ETL, trends, categorical, multivariate, spatial, distribution analysis

VT2-examples/vt2-ch4-codedata-dir/data/EGOT-winners.csv

@@ -0,0 +1,19 @@
+name,emmy_year,emmy_title,emmy_desc,grammy_year,grammy_title,grammy_desc,oscar_year,oscar_title,oscar_desc,tony_year,tony_title,tony_desc,completion_year,category
+Viola Davis,2015,,,2023,,,2017,,,2001,,,2023,
+Jennifer Hudson,2021,,,2009,,,2007,,,2022,,,2022,
+Alan Menken,2020,,,1991,,,1990,,,2012,,,2020,
+John Legend,2018,Outstanding Variety Special (Live),Jesus Christ Superstar Live in Concert,2006,Best R&B Album,Get Lifted,2015,Best Original Song ,"""Glory"" from Selma",2017,Best Revival of a Play,Jitney,2018,Singer/Composer/Producer
+Andrew Lloyd Webber,2018,Outstanding Variety Special (Live),Jesus Christ Superstar Live in Concert,1980,Best Cast Show Album,Evita,1996,Best Original Song,"""You Must Love Me"" from Evita",1980,Best Original Score,Evita,2018,Composer/Producer
+Tim Rice,2018,Outstanding Variety Special (Live),Jesus Christ Superstar Live in Concert,1980,Best Cast Show Album,Evita,1993,Best Original Song,"""A Whole New World"" from Aladdin",1980,Best Original Score,Evita,2018,Lyricist/Producer
+Robert Lopez,2008,Outstanding Achievement in Music Direction and Composition,Wonder Pets,2012,Best Musical Theater Album,The Book of Mormon: Original Broadway Cast Recording,2014,Best Original Song,"""Let It Go"" from Frozen",2004,Best Original Score,Avenue Q,2014,Composer
+Scott Rudin,1984,Outstanding Children's Program,He Makes Me Feel Like Dancin',2012,Best Musical Theater Album,The Book of Mormon: Original Broadway Cast Recording,2008,Best Picture,No Country For Old Men,1994,Best Musical,Passion,2012,Producer
+Whoopi Goldberg,2002,Outstanding Special Class Special,Beyond Tara: The Extraordinary Life of Hattie McDaniel (Host),1986,Best Comedy Recording,Whoopi Goldberg: Original Broadway Show Recording,1991,Best Actress in a Supporting Role,Ghost,2002,Best Musical,Thoroughly Modern Millie,2002,Comedian/Actress/Host
+Mel Brooks,1967,Outstanding Writing Achievement in Variety ,"The Sid Caesar, Imogene Coca, Carl Reiner, Howard Morris Special",1998,Best Spoken Comedy Album,The 2000 Year Old Man in the Year 2000,1968,Best Writing (Screenplay Written Directly for the Screen),The Producers,2001,Best Book of a Musical ,The Producers,2001,Writer/Composer/Actor
+Mike Nichols,2001,"Outstanding Directing for a Miniseries, Movie or a Special",Wit,1961,Best Comedy Performance,An Evening with Mike Nichols and Elaine May,1967,Best Director,The Graduate,1964,"Best Director, Dramatic",Barefoot in the Park,2001,Director/Comedian
+Jonathan Tunick,1982,Outstanding Achievement in Music Direction,Night of 100 Stars,1988,Best Instrumental Arrangement Accompanying Vocals,"""No One is Alone,"" Cleo Laine",1977,"Best Music, Original Song Score and Its Adaptation or Best Adaptation Score ",A Little Night Music,1997,Best Orchestrations,Titanic,1997,Composer/Conductor
+Marvin Hamlisch,1995,Outstanding Individual Achievement in Music Direction,Barbra: The Concert,1974,Song of the Year,"""The Way We Were""",1973,"Best Music, Original Dramatic Score",The Way We Were,1976,Best Musical Score ,A Chorus Line,1995,Composer
+Audrey Hepburn,1993,"Outstanding Individual Achievement, Informational Programming",Gardens of the World with Audrey Hepburn,1994,Best Spoken Word Album for Children,Audrey Hepburn's Enchanted Tales,1953,Best Actress in a Leading Role,Roman Holiday,1954,Best Actress in a Play,Ondine,1994,Actress
+John Gielgud,1991,Outstanding Lead Actor in a Miniseries or Special,Summer's Lease,1979,"Best Spoken Word, Documentary or Drama Recording",Ages of Man,1981,Best Actor in a Supporting Role,Arthur,1961,Outstanding Foreign Company,The Importance of Being Earnest,1991,Actor/Director
+Helen Hayes,1953,Best Actress,"Schlitz Playhouse of Stars for the episode ""Not a Chance""",1977,Best Spoken Word Recording,Great American Documents,1932,Best Actress in a Leading Role,The Sin of Madelon Claudet,1947,"Best Actress, Dramatic",Happy Birthday,1977,Actress
+Rita Moreno,1977,Outstanding Continuing or Single Performance by a Supporting Actress in Variety or Music,The Muppet Show,1972,Best Recording for Children,The Electric Company,1961,Best Actress in a Supporting Role,West Side Story,1975,Best Featured or Supporting Actress in a Play,The Ritz,1977,Actress/Singer
+Richard Rodgers,1962,Outstanding Achievement in Original Music Composed,Winston Churchill: The Valiant Years,1960,Best Show Album (Original Cast),The Sound of Music,1945,Best Song,"""It Might as Well Be Spring"" from State Fair",1950,Best Musical,South Pacific,1962,Composer

VT2-examples/vt2-ch4-codedata-dir/data/hot-dog-contest-winners.csv

@@ -0,0 +1,45 @@
+year,winner,hotdogs,country,record
+1980,Paul Siederman & Joe Baldini,9.75,United States,0
+1981,Thomas DeBerry ,11,United States,1
+1982,Steven Abrams ,11.1,United States,1
+1983,Emil Gomez,10.5,Mexico,0
+1984,Birgit Felden ,9.5,Germany,0
+1985,Oscar Rodriguez ,11.75,United States,1
+1986,Mark Heller ,15.5,United States,1
+1987,Don Wolfman ,13.5,United States,0
+1988,Jay Green ,10,United States,0
+1989,Jay Green ,15.5,United States,0
+1990,Mike DeVito  & Jay Green,15,United States,0
+1991,Frank Dellarosa ,21,United States,1
+1992,Frank Dellarosa ,19,United States,0
+1993,Mike DeVito ,17,United States,0
+1994,Mike DeVito ,20,United States,0
+1995,Edward Krachie ,19.5,United States,0
+1996,Edward Krachie ,22,United States,1
+1997,Hirofumi Nakajima ,24.5,Japan,1
+1998,Hirofumi Nakajima ,19,Japan,0
+1999,Steve Keiner ,21.5,United States,0
+2000,"Kazutoyo ""The Rabbit"" Arai ",25.13,Japan,1
+2001,Takeru Kobayashi ,50,Japan,1
+2002,Takeru Kobayashi ,50.5,Japan,1
+2003,Takeru Kobayashi ,44.5,Japan,0
+2004,Takeru Kobayashi ,53.5,Japan,1
+2005,Takeru Kobayashi ,49,Japan,0
+2006,"Takeru ""Tsunami"" Kobayashi ",53.75,Japan,1
+2007,Joey Chestnut ,66,United States,1
+2008,Joey Chestnut ,59,United States,0
+2009,Joey Chestnut ,68,United States,1
+2010,Joey Chestnut ,54,United States,0
+2011,Joey Chestnut ,62,United States,0
+2012,Joey Chestnut ,68,United States,0
+2013,Joey Chestnut ,69,United States,1
+2014,Joey Chestnut ,61,United States,0
+2015,Matt Stonie,62,United States,0
+2016,Joey Chestnut ,70,United States,1
+2017,Joey Chestnut ,72,United States,1
+2018,Joey Chestnut ,74,United States,1
+2019,Joey Chestnut ,71,United States,0
+2020,Joey Chestnut ,75,United States,1
+2021,Joey Chestnut ,76,United States,1
+2022,Joey Chestnut ,63,United States,0
+2023,Joey Chestnut ,62,United States,0

VT2-examples/vt2-ch4-codedata-dir/data/month_hour_pct.tsv

@@ -0,0 +1,289 @@
+"MONTH"	"HOUR"	"n_all"	"n_drunk_all"	"n_ped_all"	"n_weather_all"	"n_rural_all"	"n_drunk_rural"	"n_ped_rural"	"n_weather_rural"	"n_urban"	"n_drunk_urban"	"n_ped_urban"	"n_weather_urban"	"pct_drunk_all"	"pct_ped_all"	"pct_weather_all"	"pct_drunk_rural"	"pct_ped_rural"	"pct_weather_rural"	"pct_drunk_urban"	"pct_ped_urban"	"pct_weather_urban"
+1	0	86	49	17	25	35	23	2	13	51	26	15	12	0.57	0.198	0.291	0.657	0.057	0.371	0.51	0.294	0.235
+1	2	103	58	23	33	36	22	3	12	67	36	20	21	0.563	0.223	0.32	0.611	0.083	0.333	0.537	0.299	0.313
+1	3	70	36	12	29	28	16	2	11	42	20	10	18	0.514	0.171	0.414	0.571	0.071	0.393	0.476	0.238	0.429
+1	4	57	27	11	20	17	6	2	3	40	21	9	17	0.474	0.193	0.351	0.353	0.118	0.176	0.525	0.225	0.425
+1	5	69	10	23	33	34	1	5	17	35	9	18	16	0.145	0.333	0.478	0.029	0.147	0.5	0.257	0.514	0.457
+1	6	110	13	37	50	55	9	7	31	55	4	30	19	0.118	0.336	0.455	0.164	0.127	0.564	0.073	0.545	0.345
+1	7	107	11	22	53	58	5	2	28	49	6	20	25	0.103	0.206	0.495	0.086	0.034	0.483	0.122	0.408	0.51
+1	8	80	8	7	36	43	4	1	22	37	4	6	14	0.1	0.088	0.45	0.093	0.023	0.512	0.108	0.162	0.378
+1	9	67	3	7	28	37	1	1	21	30	2	6	7	0.045	0.104	0.418	0.027	0.027	0.568	0.067	0.2	0.233
+1	11	69	6	8	27	28	3	2	15	41	3	6	12	0.087	0.116	0.391	0.107	0.071	0.536	0.073	0.146	0.293
+1	12	77	8	8	28	40	2	2	19	37	6	6	9	0.104	0.104	0.364	0.05	0.05	0.475	0.162	0.162	0.243
+1	13	102	10	16	45	57	6	3	26	45	4	13	19	0.098	0.157	0.441	0.105	0.053	0.456	0.089	0.289	0.422
+1	14	108	12	17	33	55	7	5	21	53	5	12	12	0.111	0.157	0.306	0.127	0.091	0.382	0.094	0.226	0.226
+1	15	79	16	14	21	39	11	2	13	40	5	12	8	0.203	0.177	0.266	0.282	0.051	0.333	0.125	0.3	0.2
+1	16	108	21	12	39	67	13	7	32	41	8	5	7	0.194	0.111	0.361	0.194	0.104	0.478	0.195	0.122	0.171
+1	17	132	27	43	48	62	14	3	23	70	13	40	25	0.205	0.326	0.364	0.226	0.048	0.371	0.186	0.571	0.357
+1	18	192	35	77	52	70	16	9	25	122	19	68	27	0.182	0.401	0.271	0.229	0.129	0.357	0.156	0.557	0.221
+1	19	132	38	63	41	55	21	16	22	77	17	47	19	0.288	0.477	0.311	0.382	0.291	0.4	0.221	0.61	0.247
+1	20	123	37	45	34	43	18	6	14	80	19	39	20	0.301	0.366	0.276	0.419	0.14	0.326	0.238	0.488	0.25
+1	21	114	38	33	37	49	22	8	20	65	16	25	17	0.333	0.289	0.325	0.449	0.163	0.408	0.246	0.385	0.262
+1	22	114	45	35	35	48	24	7	14	66	21	28	21	0.395	0.307	0.307	0.5	0.146	0.292	0.318	0.424	0.318
+1	23	88	39	28	31	29	16	3	12	59	23	25	19	0.443	0.318	0.352	0.552	0.103	0.414	0.39	0.424	0.322
+2	0	66	38	15	20	31	20	4	13	35	18	11	7	0.576	0.227	0.303	0.645	0.129	0.419	0.514	0.314	0.2
+2	1	76	51	15	18	28	19	2	6	48	32	13	12	0.671	0.197	0.237	0.679	0.071	0.214	0.667	0.271	0.25
+2	2	82	49	20	23	29	19	1	7	53	30	19	16	0.598	0.244	0.28	0.655	0.034	0.241	0.566	0.358	0.302
+2	3	59	37	7	22	28	15	3	9	31	22	4	13	0.627	0.119	0.373	0.536	0.107	0.321	0.71	0.129	0.419
+2	4	38	14	7	15	18	6	2	7	20	8	5	8	0.368	0.184	0.395	0.333	0.111	0.389	0.4	0.25	0.4
+2	5	62	19	16	24	27	11	2	11	35	8	14	13	0.306	0.258	0.387	0.407	0.074	0.407	0.229	0.4	0.371
+2	6	80	20	17	30	42	11	2	15	38	9	15	15	0.25	0.212	0.375	0.262	0.048	0.357	0.237	0.395	0.395
+2	7	76	11	7	33	48	7	3	20	28	4	4	13	0.145	0.092	0.434	0.146	0.062	0.417	0.143	0.143	0.464
+2	8	60	6	8	23	39	5	4	16	21	1	4	7	0.1	0.133	0.383	0.128	0.103	0.41	0.048	0.19	0.333
+2	9	62	8	6	26	34	4	1	17	28	4	5	9	0.129	0.097	0.419	0.118	0.029	0.5	0.143	0.179	0.321
+2	12	86	12	10	21	42	8	1	8	44	4	9	13	0.14	0.116	0.244	0.19	0.024	0.19	0.091	0.205	0.295
+2	13	81	5	8	24	51	4	4	19	30	1	4	5	0.062	0.099	0.296	0.078	0.078	0.373	0.033	0.133	0.167
+2	14	93	12	10	27	59	10	3	21	34	2	7	6	0.129	0.108	0.29	0.169	0.051	0.356	0.059	0.206	0.176
+2	15	107	18	12	24	68	14	1	15	39	4	11	9	0.168	0.112	0.224	0.206	0.015	0.221	0.103	0.282	0.231
+2	16	96	18	12	31	56	12	2	23	40	6	10	8	0.188	0.125	0.323	0.214	0.036	0.411	0.15	0.25	0.2
+2	17	91	23	15	33	57	12	4	23	34	11	11	10	0.253	0.165	0.363	0.211	0.07	0.404	0.324	0.324	0.294
+2	18	125	25	58	36	45	11	12	10	80	14	46	26	0.2	0.464	0.288	0.244	0.267	0.222	0.175	0.575	0.325
+2	19	121	27	48	29	43	16	6	14	78	11	42	15	0.223	0.397	0.24	0.372	0.14	0.326	0.141	0.538	0.192
+2	20	115	31	43	32	52	20	10	21	63	11	33	11	0.27	0.374	0.278	0.385	0.192	0.404	0.175	0.524	0.175
+2	21	99	40	37	27	50	22	10	15	49	18	27	12	0.404	0.374	0.273	0.44	0.2	0.3	0.367	0.551	0.245
+2	22	78	24	27	21	34	14	3	10	44	10	24	11	0.308	0.346	0.269	0.412	0.088	0.294	0.227	0.545	0.25
+2	23	71	34	14	24	43	23	4	18	28	11	10	6	0.479	0.197	0.338	0.535	0.093	0.419	0.393	0.357	0.214
+3	0	98	47	21	32	37	17	4	16	61	30	17	16	0.48	0.214	0.327	0.459	0.108	0.432	0.492	0.279	0.262
+3	3	72	45	13	26	34	19	7	11	38	26	6	15	0.625	0.181	0.361	0.559	0.206	0.324	0.684	0.158	0.395
+3	4	57	26	8	18	28	14	1	9	29	12	7	9	0.456	0.14	0.316	0.5	0.036	0.321	0.414	0.241	0.31
+3	5	68	15	18	32	26	8	1	15	42	7	17	17	0.221	0.265	0.471	0.308	0.038	0.577	0.167	0.405	0.405
+3	6	102	19	29	46	51	13	5	25	51	6	24	21	0.186	0.284	0.451	0.255	0.098	0.49	0.118	0.471	0.412
+3	7	91	14	11	41	51	7	2	23	40	7	9	18	0.154	0.121	0.451	0.137	0.039	0.451	0.175	0.225	0.45
+3	8	83	3	11	38	50	2	1	25	33	1	10	13	0.036	0.133	0.458	0.04	0.02	0.5	0.03	0.303	0.394
+3	9	71	9	9	27	38	4	3	16	33	5	6	11	0.127	0.127	0.38	0.105	0.079	0.421	0.152	0.182	0.333
+3	10	85	7	15	33	43	4	2	21	42	3	13	12	0.082	0.176	0.388	0.093	0.047	0.488	0.071	0.31	0.286
+3	11	86	7	8	27	42	5	1	17	44	2	7	10	0.081	0.093	0.314	0.119	0.024	0.405	0.045	0.159	0.227
+3	12	108	12	11	37	57	3	2	24	51	9	9	13	0.111	0.102	0.343	0.053	0.035	0.421	0.176	0.176	0.255
+3	13	101	13	13	29	42	6	1	17	59	7	12	12	0.129	0.129	0.287	0.143	0.024	0.405	0.119	0.203	0.203
+3	15	118	16	11	33	61	12	2	14	57	4	9	19	0.136	0.093	0.28	0.197	0.033	0.23	0.07	0.158	0.333
+3	16	112	27	13	32	50	17	1	16	62	10	12	16	0.241	0.116	0.286	0.34	0.02	0.32	0.161	0.194	0.258
+3	17	114	38	10	31	62	25	2	20	52	13	8	11	0.333	0.088	0.272	0.403	0.032	0.323	0.25	0.154	0.212
+3	18	115	34	17	32	62	21	4	16	53	13	13	16	0.296	0.148	0.278	0.339	0.065	0.258	0.245	0.245	0.302
+3	19	127	34	45	41	58	20	8	18	69	14	37	23	0.268	0.354	0.323	0.345	0.138	0.31	0.203	0.536	0.333
+3	20	178	54	75	38	72	31	14	16	106	23	61	22	0.303	0.421	0.213	0.431	0.194	0.222	0.217	0.575	0.208
+3	21	119	39	37	37	55	21	7	22	64	18	30	15	0.328	0.311	0.311	0.382	0.127	0.4	0.281	0.469	0.234
+3	22	106	47	37	26	32	16	6	11	74	31	31	15	0.443	0.349	0.245	0.5	0.188	0.344	0.419	0.419	0.203
+3	23	90	42	19	23	36	17	2	12	54	25	17	11	0.467	0.211	0.256	0.472	0.056	0.333	0.463	0.315	0.204
+4	0	77	38	17	29	34	19	4	13	43	19	13	16	0.494	0.221	0.377	0.559	0.118	0.382	0.442	0.302	0.372
+4	1	92	48	19	25	35	15	5	12	57	33	14	13	0.522	0.207	0.272	0.429	0.143	0.343	0.579	0.246	0.228
+4	2	83	54	13	30	25	19	1	11	58	35	12	19	0.651	0.157	0.361	0.76	0.04	0.44	0.603	0.207	0.328
+4	3	73	38	10	22	35	20	2	10	38	18	8	12	0.521	0.137	0.301	0.571	0.057	0.286	0.474	0.211	0.316
+4	4	63	25	13	21	27	10	5	11	36	15	8	10	0.397	0.206	0.333	0.37	0.185	0.407	0.417	0.222	0.278
+4	5	80	19	14	19	40	10	2	9	40	9	12	10	0.238	0.175	0.238	0.25	0.05	0.225	0.225	0.3	0.25
+4	6	67	9	14	26	40	3	5	16	27	6	9	10	0.134	0.209	0.388	0.075	0.125	0.4	0.222	0.333	0.37
+4	7	83	14	9	28	49	10	2	17	34	4	7	11	0.169	0.108	0.337	0.204	0.041	0.347	0.118	0.206	0.324
+4	8	50	6	9	17	25	5	1	10	25	1	8	7	0.12	0.18	0.34	0.2	0.04	0.4	0.04	0.32	0.28
+4	9	56	3	5	20	29	2	1	12	27	1	4	8	0.054	0.089	0.357	0.069	0.034	0.414	0.037	0.148	0.296
+4	10	72	7	12	18	33	5	3	6	39	2	9	12	0.097	0.167	0.25	0.152	0.091	0.182	0.051	0.231	0.308
+4	11	83	9	8	24	50	7	2	13	33	2	6	11	0.108	0.096	0.289	0.14	0.04	0.26	0.061	0.182	0.333
+4	12	90	11	8	16	49	7	3	13	41	4	5	3	0.122	0.089	0.178	0.143	0.061	0.265	0.098	0.122	0.073
+4	13	119	18	14	36	58	7	3	19	61	11	11	17	0.151	0.118	0.303	0.121	0.052	0.328	0.18	0.18	0.279
+4	15	126	17	11	34	75	12	2	22	51	5	9	12	0.135	0.087	0.27	0.16	0.027	0.293	0.098	0.176	0.235
+4	16	132	18	9	30	75	9	1	19	57	9	8	11	0.136	0.068	0.227	0.12	0.013	0.253	0.158	0.14	0.193
+4	17	142	42	14	32	83	28	5	20	59	14	9	12	0.296	0.099	0.225	0.337	0.06	0.241	0.237	0.153	0.203
+4	19	114	41	15	23	59	26	1	13	55	15	14	10	0.36	0.132	0.202	0.441	0.017	0.22	0.273	0.255	0.182
+4	20	179	60	62	50	75	39	8	22	104	21	54	28	0.335	0.346	0.279	0.52	0.107	0.293	0.202	0.519	0.269
+4	21	144	50	45	37	55	23	8	10	89	27	37	27	0.347	0.312	0.257	0.418	0.145	0.182	0.303	0.416	0.303
+4	22	133	62	40	42	45	25	5	14	88	37	35	28	0.466	0.301	0.316	0.556	0.111	0.311	0.42	0.398	0.318
+4	23	118	60	21	36	60	38	5	18	58	22	16	18	0.508	0.178	0.305	0.633	0.083	0.3	0.379	0.276	0.31
+5	0	125	61	28	29	55	32	6	13	70	29	22	16	0.488	0.224	0.232	0.582	0.109	0.236	0.414	0.314	0.229
+5	1	110	69	18	35	48	31	4	15	62	38	14	20	0.627	0.164	0.318	0.646	0.083	0.312	0.613	0.226	0.323
+5	2	105	65	15	28	52	34	2	14	53	31	13	14	0.619	0.143	0.267	0.654	0.038	0.269	0.585	0.245	0.264
+5	3	91	57	13	29	36	24	1	11	55	33	12	18	0.626	0.143	0.319	0.667	0.028	0.306	0.6	0.218	0.327
+5	4	70	32	9	22	37	19	3	13	33	13	6	9	0.457	0.129	0.314	0.514	0.081	0.351	0.394	0.182	0.273
+5	5	91	27	18	30	51	16	5	18	40	11	13	12	0.297	0.198	0.33	0.314	0.098	0.353	0.275	0.325	0.3
+5	7	97	15	9	27	56	8	2	17	41	7	7	10	0.155	0.093	0.278	0.143	0.036	0.304	0.171	0.171	0.244
+5	8	83	6	10	25	45	4	3	18	38	2	7	7	0.072	0.12	0.301	0.089	0.067	0.4	0.053	0.184	0.184
+5	9	85	11	5	22	48	9	1	14	37	2	4	8	0.129	0.059	0.259	0.188	0.021	0.292	0.054	0.108	0.216
+5	10	91	9	7	22	54	4	4	15	37	5	3	7	0.099	0.077	0.242	0.074	0.074	0.278	0.135	0.081	0.189
+5	11	98	16	13	25	59	8	6	17	39	8	7	8	0.163	0.133	0.255	0.136	0.102	0.288	0.205	0.179	0.205
+5	13	132	18	14	34	76	12	6	24	56	6	8	10	0.136	0.106	0.258	0.158	0.079	0.316	0.107	0.143	0.179
+5	15	143	20	17	27	78	10	2	18	65	10	15	9	0.14	0.119	0.189	0.128	0.026	0.231	0.154	0.231	0.138
+5	16	170	39	23	42	103	28	5	30	67	11	18	12	0.229	0.135	0.247	0.272	0.049	0.291	0.164	0.269	0.179
+5	17	158	47	11	36	90	30	1	22	68	17	10	14	0.297	0.07	0.228	0.333	0.011	0.244	0.25	0.147	0.206
+5	18	146	54	13	45	89	40	3	29	57	14	10	16	0.37	0.089	0.308	0.449	0.034	0.326	0.246	0.175	0.281
+5	19	126	55	11	29	69	28	3	21	57	27	8	8	0.437	0.087	0.23	0.406	0.043	0.304	0.474	0.14	0.14
+5	20	155	57	49	39	69	34	10	16	86	23	39	23	0.368	0.316	0.252	0.493	0.145	0.232	0.267	0.453	0.267
+5	21	177	59	57	38	77	36	12	18	100	23	45	20	0.333	0.322	0.215	0.468	0.156	0.234	0.23	0.45	0.2
+5	22	146	52	44	41	58	26	7	16	88	26	37	25	0.356	0.301	0.281	0.448	0.121	0.276	0.295	0.42	0.284
+5	23	111	53	22	28	55	31	5	17	56	22	17	11	0.477	0.198	0.252	0.564	0.091	0.309	0.393	0.304	0.196
+6	0	119	65	29	35	62	39	6	22	57	26	23	13	0.546	0.244	0.294	0.629	0.097	0.355	0.456	0.404	0.228
+6	1	104	60	21	29	41	24	5	12	63	36	16	17	0.577	0.202	0.279	0.585	0.122	0.293	0.571	0.254	0.27
+6	2	107	65	24	33	45	26	7	12	62	39	17	21	0.607	0.224	0.308	0.578	0.156	0.267	0.629	0.274	0.339
+6	3	71	32	23	24	29	16	7	11	42	16	16	13	0.451	0.324	0.338	0.552	0.241	0.379	0.381	0.381	0.31
+6	4	69	29	14	20	26	12	4	10	43	17	10	10	0.42	0.203	0.29	0.462	0.154	0.385	0.395	0.233	0.233
+6	5	74	13	11	20	50	9	3	16	24	4	8	4	0.176	0.149	0.27	0.18	0.06	0.32	0.167	0.333	0.167
+6	6	92	20	10	20	49	15	2	11	43	5	8	9	0.217	0.109	0.217	0.306	0.041	0.224	0.116	0.186	0.209
+6	7	75	14	10	28	42	9	1	20	33	5	9	8	0.187	0.133	0.373	0.214	0.024	0.476	0.152	0.273	0.242
+6	8	70	4	12	15	42	3	3	9	28	1	9	6	0.057	0.171	0.214	0.071	0.071	0.214	0.036	0.321	0.214
+6	9	89	8	9	15	50	5	2	6	39	3	7	9	0.09	0.101	0.169	0.1	0.04	0.12	0.077	0.179	0.231
+6	10	89	5	10	18	57	4	2	12	32	1	8	6	0.056	0.112	0.202	0.07	0.035	0.211	0.031	0.25	0.188
+6	11	99	9	14	20	50	8	3	11	49	1	11	9	0.091	0.141	0.202	0.16	0.06	0.22	0.02	0.224	0.184
+6	12	130	17	16	37	84	14	3	25	46	3	13	12	0.131	0.123	0.285	0.167	0.036	0.298	0.065	0.283	0.261
+6	13	108	9	12	19	64	5	4	11	44	4	8	8	0.083	0.111	0.176	0.078	0.062	0.172	0.091	0.182	0.182
+6	14	150	16	17	44	89	10	3	31	61	6	14	13	0.107	0.113	0.293	0.112	0.034	0.348	0.098	0.23	0.213
+6	15	162	23	20	42	85	14	5	24	77	9	15	18	0.142	0.123	0.259	0.165	0.059	0.282	0.117	0.195	0.234
+6	16	135	25	16	31	81	18	5	19	54	7	11	12	0.185	0.119	0.23	0.222	0.062	0.235	0.13	0.204	0.222
+6	17	123	26	17	31	73	15	7	19	50	11	10	12	0.211	0.138	0.252	0.205	0.096	0.26	0.22	0.2	0.24
+6	18	152	51	18	30	84	28	6	16	68	23	12	14	0.336	0.118	0.197	0.333	0.071	0.19	0.338	0.176	0.206
+6	19	109	42	11	23	61	24	1	12	48	18	10	11	0.385	0.101	0.211	0.393	0.016	0.197	0.375	0.208	0.229
+6	20	139	55	32	37	72	38	8	17	67	17	24	20	0.396	0.23	0.266	0.528	0.111	0.236	0.254	0.358	0.299
+6	21	175	67	60	38	72	36	8	17	103	31	52	21	0.383	0.343	0.217	0.5	0.111	0.236	0.301	0.505	0.204
+6	22	151	59	47	35	61	27	12	11	90	32	35	24	0.391	0.311	0.232	0.443	0.197	0.18	0.356	0.389	0.267
+6	23	147	66	44	39	62	36	8	19	85	30	36	20	0.449	0.299	0.265	0.581	0.129	0.306	0.353	0.424	0.235
+7	0	113	53	26	20	52	24	9	11	61	29	17	9	0.469	0.23	0.177	0.462	0.173	0.212	0.475	0.279	0.148
+7	1	118	64	24	20	55	29	9	12	63	35	15	8	0.542	0.203	0.169	0.527	0.164	0.218	0.556	0.238	0.127
+7	2	113	57	21	25	50	24	7	16	63	33	14	9	0.504	0.186	0.221	0.48	0.14	0.32	0.524	0.222	0.143
+7	3	71	44	14	17	27	20	2	7	44	24	12	10	0.62	0.197	0.239	0.741	0.074	0.259	0.545	0.273	0.227
+7	4	62	16	21	15	25	8	7	5	37	8	14	10	0.258	0.339	0.242	0.32	0.28	0.2	0.216	0.378	0.27
+7	5	89	21	16	25	49	10	3	14	40	11	13	11	0.236	0.18	0.281	0.204	0.061	0.286	0.275	0.325	0.275
+7	6	90	22	7	20	58	15	2	16	32	7	5	4	0.244	0.078	0.222	0.259	0.034	0.276	0.219	0.156	0.125
+7	7	104	16	18	20	53	8	6	6	51	8	12	14	0.154	0.173	0.192	0.151	0.113	0.113	0.157	0.235	0.275
+7	8	68	4	11	12	39	3	2	6	29	1	9	6	0.059	0.162	0.176	0.077	0.051	0.154	0.034	0.31	0.207
+7	9	83	5	11	16	44	3	2	10	39	2	9	6	0.06	0.133	0.193	0.068	0.045	0.227	0.051	0.231	0.154
+7	11	135	14	7	30	85	10	1	19	50	4	6	11	0.104	0.052	0.222	0.118	0.012	0.224	0.08	0.12	0.22
+7	12	108	10	10	17	69	7	2	6	39	3	8	11	0.093	0.093	0.157	0.101	0.029	0.087	0.077	0.205	0.282
+7	13	141	18	17	35	80	14	5	23	61	4	12	12	0.128	0.121	0.248	0.175	0.062	0.288	0.066	0.197	0.197
+7	14	151	18	15	35	105	16	6	26	46	2	9	9	0.119	0.099	0.232	0.152	0.057	0.248	0.043	0.196	0.196
+7	15	172	24	11	45	108	16	4	31	64	8	7	14	0.14	0.064	0.262	0.148	0.037	0.287	0.125	0.109	0.219
+7	16	144	27	12	21	83	19	3	11	61	8	9	10	0.188	0.083	0.146	0.229	0.036	0.133	0.131	0.148	0.164
+7	17	155	39	16	35	105	29	6	21	50	10	10	14	0.252	0.103	0.226	0.276	0.057	0.2	0.2	0.2	0.28
+7	18	162	55	18	29	97	36	5	17	65	19	13	12	0.34	0.111	0.179	0.371	0.052	0.175	0.292	0.2	0.185
+7	19	134	50	21	25	87	34	7	13	47	16	14	12	0.373	0.157	0.187	0.391	0.08	0.149	0.34	0.298	0.255
+7	20	156	71	27	29	75	39	5	15	81	32	22	14	0.455	0.173	0.186	0.52	0.067	0.2	0.395	0.272	0.173
+7	21	196	74	62	31	95	49	13	19	101	25	49	12	0.378	0.316	0.158	0.516	0.137	0.2	0.248	0.485	0.119
+7	22	180	74	46	37	84	44	10	18	96	30	36	19	0.411	0.256	0.206	0.524	0.119	0.214	0.312	0.375	0.198
+7	23	125	40	32	20	58	24	9	9	67	16	23	11	0.32	0.256	0.16	0.414	0.155	0.155	0.239	0.343	0.164
+8	0	139	68	35	22	71	46	8	9	68	22	27	13	0.489	0.252	0.158	0.648	0.113	0.127	0.324	0.397	0.191
+8	1	125	80	24	22	50	37	7	13	75	43	17	9	0.64	0.192	0.176	0.74	0.14	0.26	0.573	0.227	0.12
+8	2	120	82	23	22	55	35	6	10	65	47	17	12	0.683	0.192	0.183	0.636	0.109	0.182	0.723	0.262	0.185
+8	3	100	63	20	18	49	30	8	11	51	33	12	7	0.63	0.2	0.18	0.612	0.163	0.224	0.647	0.235	0.137
+8	4	80	34	16	17	39	17	6	11	41	17	10	6	0.425	0.2	0.212	0.436	0.154	0.282	0.415	0.244	0.146
+8	5	105	30	28	20	56	23	2	12	49	7	26	8	0.286	0.267	0.19	0.411	0.036	0.214	0.143	0.531	0.163
+8	6	96	19	18	27	49	10	6	14	47	9	12	13	0.198	0.188	0.281	0.204	0.122	0.286	0.191	0.255	0.277
+8	7	96	14	15	19	51	7	2	13	45	7	13	6	0.146	0.156	0.198	0.137	0.039	0.255	0.156	0.289	0.133
+8	8	77	5	7	18	48	4	2	12	29	1	5	6	0.065	0.091	0.234	0.083	0.042	0.25	0.034	0.172	0.207
+8	9	87	8	9	9	47	6	2	7	40	2	7	2	0.092	0.103	0.103	0.128	0.043	0.149	0.05	0.175	0.05
+8	10	95	8	10	19	63	6	3	14	32	2	7	5	0.084	0.105	0.2	0.095	0.048	0.222	0.062	0.219	0.156
+8	11	103	13	9	18	66	6	2	13	37	7	7	5	0.126	0.087	0.175	0.091	0.03	0.197	0.189	0.189	0.135
+8	12	118	8	5	19	64	3	2	12	54	5	3	7	0.068	0.042	0.161	0.047	0.031	0.188	0.093	0.056	0.13
+8	13	140	20	11	22	80	10	3	12	60	10	8	10	0.143	0.079	0.157	0.125	0.038	0.15	0.167	0.133	0.167
+8	14	134	18	13	24	93	10	7	16	41	8	6	8	0.134	0.097	0.179	0.108	0.075	0.172	0.195	0.146	0.195
+8	15	168	33	24	36	98	26	5	25	70	7	19	11	0.196	0.143	0.214	0.265	0.051	0.255	0.1	0.271	0.157
+8	16	177	36	10	41	114	25	3	32	63	11	7	9	0.203	0.056	0.232	0.219	0.026	0.281	0.175	0.111	0.143
+8	17	151	40	7	29	83	24	2	16	68	16	5	13	0.265	0.046	0.192	0.289	0.024	0.193	0.235	0.074	0.191
+8	18	126	47	12	20	73	30	5	10	53	17	7	10	0.373	0.095	0.159	0.411	0.068	0.137	0.321	0.132	0.189
+8	19	136	55	14	18	83	36	1	13	53	19	13	5	0.404	0.103	0.132	0.434	0.012	0.157	0.358	0.245	0.094
+8	20	180	66	59	28	84	36	13	11	96	30	46	17	0.367	0.328	0.156	0.429	0.155	0.131	0.312	0.479	0.177
+8	21	184	70	49	36	81	43	7	20	103	27	42	16	0.38	0.266	0.196	0.531	0.086	0.247	0.262	0.408	0.155
+8	22	136	56	43	34	66	32	12	20	70	24	31	14	0.412	0.316	0.25	0.485	0.182	0.303	0.343	0.443	0.2
+8	23	127	69	28	22	64	40	7	11	63	29	21	11	0.543	0.22	0.173	0.625	0.109	0.172	0.46	0.333	0.175
+9	0	92	52	19	19	48	31	3	15	44	21	16	4	0.565	0.207	0.207	0.646	0.062	0.312	0.477	0.364	0.091
+9	1	98	53	18	21	55	33	6	12	43	20	12	9	0.541	0.184	0.214	0.6	0.109	0.218	0.465	0.279	0.209
+9	2	97	64	13	11	36	27	3	6	61	37	10	5	0.66	0.134	0.113	0.75	0.083	0.167	0.607	0.164	0.082
+9	3	81	46	15	20	35	20	6	11	46	26	9	9	0.568	0.185	0.247	0.571	0.171	0.314	0.565	0.196	0.196
+9	4	58	18	14	17	29	8	4	6	29	10	10	11	0.31	0.241	0.293	0.276	0.138	0.207	0.345	0.345	0.379
+9	5	100	14	30	21	45	5	8	10	55	9	22	11	0.14	0.3	0.21	0.111	0.178	0.222	0.164	0.4	0.2
+9	6	110	12	27	36	56	6	5	21	54	6	22	15	0.109	0.245	0.327	0.107	0.089	0.375	0.111	0.407	0.278
+9	7	114	11	19	29	63	5	2	24	51	6	17	5	0.096	0.167	0.254	0.079	0.032	0.381	0.118	0.333	0.098
+9	8	80	10	16	19	48	8	1	12	32	2	15	7	0.125	0.2	0.238	0.167	0.021	0.25	0.062	0.469	0.219
+9	9	79	5	15	18	47	4	3	10	32	1	12	8	0.063	0.19	0.228	0.085	0.064	0.213	0.031	0.375	0.25
+9	10	78	6	13	17	48	5	1	10	30	1	12	7	0.077	0.167	0.218	0.104	0.021	0.208	0.033	0.4	0.233
+9	11	108	12	16	30	63	11	1	20	45	1	15	10	0.111	0.148	0.278	0.175	0.016	0.317	0.022	0.333	0.222
+9	12	90	9	4	19	57	4	1	11	33	5	3	8	0.1	0.044	0.211	0.07	0.018	0.193	0.152	0.091	0.242
+9	13	113	19	11	23	67	11	1	13	46	8	10	10	0.168	0.097	0.204	0.164	0.015	0.194	0.174	0.217	0.217
+9	14	149	14	20	27	95	11	5	19	54	3	15	8	0.094	0.134	0.181	0.116	0.053	0.2	0.056	0.278	0.148
+9	15	170	25	20	37	106	17	8	25	64	8	12	12	0.147	0.118	0.218	0.16	0.075	0.236	0.125	0.188	0.188
+9	16	147	27	17	30	92	18	2	18	55	9	15	12	0.184	0.116	0.204	0.196	0.022	0.196	0.164	0.273	0.218
+9	17	174	45	22	38	112	32	6	27	62	13	16	11	0.259	0.126	0.218	0.286	0.054	0.241	0.21	0.258	0.177
+9	18	136	39	19	27	81	24	6	18	55	15	13	9	0.287	0.14	0.199	0.296	0.074	0.222	0.273	0.236	0.164
+9	19	156	42	44	26	79	30	9	16	77	12	35	10	0.269	0.282	0.167	0.38	0.114	0.203	0.156	0.455	0.13
+9	20	207	60	78	44	100	35	22	24	107	25	56	20	0.29	0.377	0.213	0.35	0.22	0.24	0.234	0.523	0.187
+9	21	171	47	61	32	66	25	10	16	105	22	51	16	0.275	0.357	0.187	0.379	0.152	0.242	0.21	0.486	0.152
+9	22	120	46	41	27	52	23	7	16	68	23	34	11	0.383	0.342	0.225	0.442	0.135	0.308	0.338	0.5	0.162
+9	23	117	50	38	21	50	24	10	7	67	26	28	14	0.427	0.325	0.179	0.48	0.2	0.14	0.388	0.418	0.209
+10	0	126	68	29	27	52	32	5	8	74	36	24	19	0.54	0.23	0.214	0.615	0.096	0.154	0.486	0.324	0.257
+10	1	113	52	27	31	51	29	4	18	62	23	23	13	0.46	0.239	0.274	0.569	0.078	0.353	0.371	0.371	0.21
+10	2	114	67	25	27	45	28	6	10	69	39	19	17	0.588	0.219	0.237	0.622	0.133	0.222	0.565	0.275	0.246
+10	3	85	43	16	25	42	19	2	17	43	24	14	8	0.506	0.188	0.294	0.452	0.048	0.405	0.558	0.326	0.186
+10	4	61	30	10	19	35	18	5	13	26	12	5	6	0.492	0.164	0.311	0.514	0.143	0.371	0.462	0.192	0.231
+10	5	79	19	26	30	40	11	6	15	39	8	20	15	0.241	0.329	0.38	0.275	0.15	0.375	0.205	0.513	0.385
+10	6	139	15	45	46	80	9	13	32	59	6	32	14	0.108	0.324	0.331	0.112	0.162	0.4	0.102	0.542	0.237
+10	7	106	11	23	34	57	6	6	20	49	5	17	14	0.104	0.217	0.321	0.105	0.105	0.351	0.102	0.347	0.286
+10	8	94	5	10	28	55	3	1	23	39	2	9	5	0.053	0.106	0.298	0.055	0.018	0.418	0.051	0.231	0.128
+10	9	97	8	16	32	58	4	4	24	39	4	12	8	0.082	0.165	0.33	0.069	0.069	0.414	0.103	0.308	0.205
+10	11	100	10	13	26	66	9	4	15	34	1	9	11	0.1	0.13	0.26	0.136	0.061	0.227	0.029	0.265	0.324
+10	13	122	20	11	30	71	15	1	20	51	5	10	10	0.164	0.09	0.246	0.211	0.014	0.282	0.098	0.196	0.196
+10	14	129	19	20	37	74	11	2	22	55	8	18	15	0.147	0.155	0.287	0.149	0.027	0.297	0.145	0.327	0.273
+10	15	153	29	15	34	81	19	4	23	72	10	11	11	0.19	0.098	0.222	0.235	0.049	0.284	0.139	0.153	0.153
+10	16	143	23	18	39	94	18	5	27	49	5	13	12	0.161	0.126	0.273	0.191	0.053	0.287	0.102	0.265	0.245
+10	17	145	33	14	39	85	20	1	28	60	13	13	11	0.228	0.097	0.269	0.235	0.012	0.329	0.217	0.217	0.183
+10	18	165	37	33	36	74	15	5	17	91	22	28	19	0.224	0.2	0.218	0.203	0.068	0.23	0.242	0.308	0.209
+10	19	245	52	91	57	104	25	22	21	141	27	69	36	0.212	0.371	0.233	0.24	0.212	0.202	0.191	0.489	0.255
+10	20	145	33	64	32	55	18	10	11	90	15	54	21	0.228	0.441	0.221	0.327	0.182	0.2	0.167	0.6	0.233
+10	21	149	52	58	48	56	24	7	19	93	28	51	29	0.349	0.389	0.322	0.429	0.125	0.339	0.301	0.548	0.312
+10	22	151	49	53	28	62	24	8	12	89	25	45	16	0.325	0.351	0.185	0.387	0.129	0.194	0.281	0.506	0.18
+10	23	130	58	32	32	66	34	9	19	64	24	23	13	0.446	0.246	0.246	0.515	0.136	0.288	0.375	0.359	0.203
+11	0	116	57	26	35	47	26	5	20	69	31	21	15	0.491	0.224	0.302	0.553	0.106	0.426	0.449	0.304	0.217
+11	1	88	53	14	32	32	24	2	14	56	29	12	18	0.602	0.159	0.364	0.75	0.062	0.438	0.518	0.214	0.321
+11	2	86	51	10	25	33	21	1	16	53	30	9	9	0.593	0.116	0.291	0.636	0.03	0.485	0.566	0.17	0.17
+11	3	84	41	13	26	36	20	4	10	48	21	9	16	0.488	0.155	0.31	0.556	0.111	0.278	0.438	0.188	0.333
+11	4	58	27	9	18	27	13	2	12	31	14	7	6	0.466	0.155	0.31	0.481	0.074	0.444	0.452	0.226	0.194
+11	5	82	22	25	38	37	7	7	20	45	15	18	18	0.268	0.305	0.463	0.189	0.189	0.541	0.333	0.4	0.4
+11	6	106	15	23	37	53	7	1	18	53	8	22	19	0.142	0.217	0.349	0.132	0.019	0.34	0.151	0.415	0.358
+11	7	92	14	8	44	58	8	1	27	34	6	7	17	0.152	0.087	0.478	0.138	0.017	0.466	0.176	0.206	0.5
+11	9	85	9	7	36	51	6	3	24	34	3	4	12	0.106	0.082	0.424	0.118	0.059	0.471	0.088	0.118	0.353
+11	10	91	13	14	31	45	7	1	16	46	6	13	15	0.143	0.154	0.341	0.156	0.022	0.356	0.13	0.283	0.326
+11	11	84	12	9	34	48	8	3	21	36	4	6	13	0.143	0.107	0.405	0.167	0.062	0.438	0.111	0.167	0.361
+11	12	101	12	8	32	59	10	2	20	42	2	6	12	0.119	0.079	0.317	0.169	0.034	0.339	0.048	0.143	0.286
+11	15	134	20	15	39	76	15	3	23	58	5	12	16	0.149	0.112	0.291	0.197	0.039	0.303	0.086	0.207	0.276
+11	16	112	23	18	42	63	14	1	26	49	9	17	16	0.205	0.161	0.375	0.222	0.016	0.413	0.184	0.347	0.327
+11	17	231	39	93	70	100	25	19	39	131	14	74	31	0.169	0.403	0.303	0.25	0.19	0.39	0.107	0.565	0.237
+11	18	224	42	105	68	100	24	19	35	124	18	86	33	0.188	0.469	0.304	0.24	0.19	0.35	0.145	0.694	0.266
+11	19	183	49	77	57	79	27	18	24	104	22	59	33	0.268	0.421	0.311	0.342	0.228	0.304	0.212	0.567	0.317
+11	20	124	27	56	47	55	18	15	23	69	9	41	24	0.218	0.452	0.379	0.327	0.273	0.418	0.13	0.594	0.348
+11	21	132	42	50	41	64	28	13	21	68	14	37	20	0.318	0.379	0.311	0.438	0.203	0.328	0.206	0.544	0.294
+11	22	104	32	24	27	47	17	6	11	57	15	18	16	0.308	0.231	0.26	0.362	0.128	0.234	0.263	0.316	0.281
+11	23	75	33	17	23	39	19	3	10	36	14	14	13	0.44	0.227	0.307	0.487	0.077	0.256	0.389	0.389	0.361
+12	0	95	45	17	34	45	25	4	18	50	20	13	16	0.474	0.179	0.358	0.556	0.089	0.4	0.4	0.26	0.32
+12	1	90	50	17	32	33	20	3	15	57	30	14	17	0.556	0.189	0.356	0.606	0.091	0.455	0.526	0.246	0.298
+12	2	97	63	15	36	27	20	3	10	70	43	12	26	0.649	0.155	0.371	0.741	0.111	0.37	0.614	0.171	0.371
+12	3	79	43	13	29	35	16	6	14	44	27	7	15	0.544	0.165	0.367	0.457	0.171	0.4	0.614	0.159	0.341
+12	4	68	24	7	22	34	13	3	11	34	11	4	11	0.353	0.103	0.324	0.382	0.088	0.324	0.324	0.118	0.324
+12	5	89	26	23	45	44	12	5	25	45	14	18	20	0.292	0.258	0.506	0.273	0.114	0.568	0.311	0.4	0.444
+12	6	109	10	39	56	52	6	5	27	57	4	34	29	0.092	0.358	0.514	0.115	0.096	0.519	0.07	0.596	0.509
+12	7	90	15	10	44	62	10	1	32	28	5	9	12	0.167	0.111	0.489	0.161	0.016	0.516	0.179	0.321	0.429
+12	8	79	10	8	40	44	7	2	19	35	3	6	21	0.127	0.101	0.506	0.159	0.045	0.432	0.086	0.171	0.6
+12	9	87	5	8	38	49	3	1	24	38	2	7	14	0.057	0.092	0.437	0.061	0.02	0.49	0.053	0.184	0.368
+12	10	74	6	9	31	44	3	1	22	30	3	8	9	0.081	0.122	0.419	0.068	0.023	0.5	0.1	0.267	0.3
+12	11	85	6	7	31	49	2	1	22	36	4	6	9	0.071	0.082	0.365	0.041	0.02	0.449	0.111	0.167	0.25
+12	12	101	6	5	51	64	4	2	34	37	2	3	17	0.059	0.05	0.505	0.062	0.031	0.531	0.054	0.081	0.459
+12	14	108	13	13	35	55	4	3	22	53	9	10	13	0.12	0.12	0.324	0.073	0.055	0.4	0.17	0.189	0.245
+12	15	137	17	19	44	77	11	6	29	60	6	13	15	0.124	0.139	0.321	0.143	0.078	0.377	0.1	0.217	0.25
+12	16	148	27	19	58	77	16	4	37	71	11	15	21	0.182	0.128	0.392	0.208	0.052	0.481	0.155	0.211	0.296
+12	17	210	30	89	82	101	20	21	44	109	10	68	38	0.143	0.424	0.39	0.198	0.208	0.436	0.092	0.624	0.349
+12	18	222	39	102	89	89	20	20	36	133	19	82	53	0.176	0.459	0.401	0.225	0.225	0.404	0.143	0.617	0.398
+12	19	175	43	70	68	66	18	10	29	109	25	60	39	0.246	0.4	0.389	0.273	0.152	0.439	0.229	0.55	0.358
+12	20	135	29	51	49	63	13	9	22	72	16	42	27	0.215	0.378	0.363	0.206	0.143	0.349	0.222	0.583	0.375
+12	21	132	46	45	44	55	23	6	27	77	23	39	17	0.348	0.341	0.333	0.418	0.109	0.491	0.299	0.506	0.221
+12	22	119	46	32	41	51	24	6	23	68	22	26	18	0.387	0.269	0.345	0.471	0.118	0.451	0.324	0.382	0.265
+12	23	116	50	28	46	50	25	6	20	66	25	22	26	0.431	0.241	0.397	0.5	0.12	0.4	0.379	0.333	0.394
+2	10	63	3	7	26	41	0	1	20	22	3	6	6	0.048	0.111	0.413	0	0.024	0.488	0.136	0.273	0.273
+11	14	115	13	5	42	68	8	0	29	47	5	5	13	0.113	0.043	0.365	0.118	0	0.426	0.106	0.106	0.277
+1	1	92	58	9	26	42	26	0	16	50	32	9	10	0.63	0.098	0.283	0.619	0	0.381	0.64	0.18	0.2
+10	12	97	8	10	28	55	5	0	20	42	3	10	8	0.082	0.103	0.289	0.091	0	0.364	0.071	0.238	0.19
+5	14	137	21	8	34	74	16	0	20	63	5	8	14	0.153	0.058	0.248	0.216	0	0.27	0.079	0.127	0.222
+3	1	94	58	23	25	30	22	0	9	64	36	23	16	0.617	0.245	0.266	0.733	0	0.3	0.562	0.359	0.25
+4	14	122	16	14	36	60	6	0	18	62	10	14	18	0.131	0.115	0.295	0.1	0	0.3	0.161	0.226	0.29
+11	8	82	12	8	27	45	6	0	14	37	6	8	13	0.146	0.098	0.329	0.133	0	0.311	0.162	0.216	0.351
+11	13	114	15	9	43	51	6	0	25	63	9	9	18	0.132	0.079	0.377	0.118	0	0.49	0.143	0.143	0.286
+3	2	81	54	10	21	32	23	0	8	49	31	10	13	0.667	0.123	0.259	0.719	0	0.25	0.633	0.204	0.265
+5	12	99	10	9	25	51	7	0	19	48	3	9	6	0.101	0.091	0.253	0.137	0	0.373	0.062	0.188	0.125
+12	13	103	7	9	34	55	5	0	20	48	2	9	14	0.068	0.087	0.33	0.091	0	0.364	0.042	0.188	0.292
+7	10	102	9	6	21	62	8	0	15	40	1	6	6	0.088	0.059	0.206	0.129	0	0.242	0.025	0.15	0.15
+3	14	93	19	5	25	53	11	0	17	40	8	5	8	0.204	0.054	0.269	0.208	0	0.321	0.2	0.125	0.2
+5	6	84	20	2	26	58	12	0	17	26	8	2	9	0.238	0.024	0.31	0.207	0	0.293	0.308	0.077	0.346
+4	18	113	40	12	26	59	22	0	15	54	18	12	11	0.354	0.106	0.23	0.373	0	0.254	0.333	0.222	0.204
+10	10	108	9	10	28	61	6	0	17	47	3	10	11	0.083	0.093	0.259	0.098	0	0.279	0.064	0.213	0.234
+2	11	67	8	5	25	40	3	0	18	27	5	5	7	0.119	0.075	0.373	0.075	0	0.45	0.185	0.185	0.259
+1	10	71	5	5	28	37	5	0	14	34	0	5	14	0.07	0.07	0.394	0.135	0	0.378	0	0.147	0.412

VT2-examples/vt2-ch4-codedata-dir/data/month_hour_pct_matrix.csv

@@ -0,0 +1,13 @@
+month,"V1","V2","V3","V4","V5","V6","V7","V8","V9","V10","V11","V12","V13","V14","V15","V16","V17","V18","V19","V20","V21","V22","V23","V24"
+"Jan.",0.57,0.63,0.563,0.514,0.474,0.145,0.118,0.103,0.1,0.045,0.07,0.087,0.104,0.098,0.111,0.203,0.194,0.205,0.182,0.288,0.301,0.333,0.395,0.443
+"Feb.",0.576,0.671,0.598,0.627,0.368,0.306,0.25,0.145,0.1,0.129,0.048,0.119,0.14,0.062,0.129,0.168,0.188,0.253,0.2,0.223,0.27,0.404,0.308,0.479
+"March",0.48,0.617,0.667,0.625,0.456,0.221,0.186,0.154,0.036,0.127,0.082,0.081,0.111,0.129,0.204,0.136,0.241,0.333,0.296,0.268,0.303,0.328,0.443,0.467
+"April",0.494,0.522,0.651,0.521,0.397,0.238,0.134,0.169,0.12,0.054,0.097,0.108,0.122,0.151,0.131,0.135,0.136,0.296,0.354,0.36,0.335,0.347,0.466,0.508
+"May",0.488,0.627,0.619,0.626,0.457,0.297,0.238,0.155,0.072,0.129,0.099,0.163,0.101,0.136,0.153,0.14,0.229,0.297,0.37,0.437,0.368,0.333,0.356,0.477
+"June",0.546,0.577,0.607,0.451,0.42,0.176,0.217,0.187,0.057,0.09,0.056,0.091,0.131,0.083,0.107,0.142,0.185,0.211,0.336,0.385,0.396,0.383,0.391,0.449
+"July",0.469,0.542,0.504,0.62,0.258,0.236,0.244,0.154,0.059,0.06,0.088,0.104,0.093,0.128,0.119,0.14,0.188,0.252,0.34,0.373,0.455,0.378,0.411,0.32
+"Aug.",0.489,0.64,0.683,0.63,0.425,0.286,0.198,0.146,0.065,0.092,0.084,0.126,0.068,0.143,0.134,0.196,0.203,0.265,0.373,0.404,0.367,0.38,0.412,0.543
+"Sept.",0.565,0.541,0.66,0.568,0.31,0.14,0.109,0.096,0.125,0.063,0.077,0.111,0.1,0.168,0.094,0.147,0.184,0.259,0.287,0.269,0.29,0.275,0.383,0.427
+"Oct.",0.54,0.46,0.588,0.506,0.492,0.241,0.108,0.104,0.053,0.082,0.083,0.1,0.082,0.164,0.147,0.19,0.161,0.228,0.224,0.212,0.228,0.349,0.325,0.446
+"Nov.",0.491,0.602,0.593,0.488,0.466,0.268,0.142,0.152,0.146,0.106,0.143,0.143,0.119,0.132,0.113,0.149,0.205,0.169,0.188,0.268,0.218,0.318,0.308,0.44
+"Dec.",0.474,0.556,0.649,0.544,0.353,0.292,0.092,0.167,0.127,0.057,0.081,0.071,0.059,0.068,0.12,0.124,0.182,0.143,0.176,0.246,0.215,0.348,0.387,0.431

VT2-examples/vt2-ch4-codedata-dir/data/nathan-beatrice.tsv

@@ -0,0 +1,277 @@
+"year"	"sex"	"name"	"n"	"prop"
+1880	"M"	"Nathan"	114	0.00096284
+1881	"M"	"Nathan"	91	0.0008404
+1882	"M"	"Nathan"	113	0.00092599
+1883	"M"	"Nathan"	93	0.00082684
+1884	"M"	"Nathan"	100	0.00081474
+1885	"M"	"Nathan"	103	0.00088835
+1886	"M"	"Nathan"	136	0.00114246
+1887	"M"	"Nathan"	106	0.00096969
+1888	"M"	"Nathan"	129	0.00099303
+1889	"M"	"Nathan"	121	0.00101653
+1890	"M"	"Nathan"	110	0.00091896
+1891	"M"	"Nathan"	106	0.00097012
+1892	"M"	"Nathan"	144	0.00109545
+1893	"M"	"Nathan"	114	0.00094183
+1894	"M"	"Nathan"	127	0.00101687
+1895	"M"	"Nathan"	119	0.00093965
+1896	"M"	"Nathan"	110	0.00085224
+1897	"M"	"Nathan"	139	0.00113989
+1898	"M"	"Nathan"	99	0.00074941
+1899	"M"	"Nathan"	112	0.00097228
+1900	"M"	"Nathan"	186	0.00114721
+1901	"M"	"Nathan"	131	0.00113327
+1902	"M"	"Nathan"	143	0.00107721
+1903	"M"	"Nathan"	146	0.00112893
+1904	"M"	"Nathan"	131	0.00094579
+1905	"M"	"Nathan"	168	0.00117287
+1906	"M"	"Nathan"	148	0.00102727
+1907	"M"	"Nathan"	176	0.0011098
+1908	"M"	"Nathan"	178	0.00106992
+1909	"M"	"Nathan"	209	0.00118168
+1910	"M"	"Nathan"	245	0.00117494
+1911	"M"	"Nathan"	348	0.00144162
+1912	"M"	"Nathan"	581	0.00128694
+1913	"M"	"Nathan"	615	0.00114686
+1914	"M"	"Nathan"	848	0.00124099
+1915	"M"	"Nathan"	916	0.0010398
+1916	"M"	"Nathan"	904	0.00097914
+1917	"M"	"Nathan"	881	0.00091835
+1918	"M"	"Nathan"	945	0.00090114
+1919	"M"	"Nathan"	849	0.00083618
+1920	"M"	"Nathan"	815	0.00074036
+1921	"M"	"Nathan"	751	0.00065996
+1922	"M"	"Nathan"	749	0.00066562
+1923	"M"	"Nathan"	739	0.00065264
+1924	"M"	"Nathan"	680	0.00058166
+1925	"M"	"Nathan"	615	0.00053411
+1926	"M"	"Nathan"	669	0.00058402
+1927	"M"	"Nathan"	636	0.0005474
+1928	"M"	"Nathan"	548	0.00048021
+1929	"M"	"Nathan"	513	0.00046319
+1930	"M"	"Nathan"	540	0.00047812
+1931	"M"	"Nathan"	442	0.00041325
+1932	"M"	"Nathan"	486	0.00045239
+1933	"M"	"Nathan"	413	0.0004049
+1934	"M"	"Nathan"	469	0.00044173
+1935	"M"	"Nathan"	468	0.00043763
+1936	"M"	"Nathan"	464	0.00043602
+1937	"M"	"Nathan"	434	0.0003969
+1938	"M"	"Nathan"	516	0.0004541
+1939	"M"	"Nathan"	468	0.000413
+1940	"M"	"Nathan"	497	0.00041905
+1941	"M"	"Nathan"	528	0.00042083
+1942	"M"	"Nathan"	522	0.00037072
+1943	"M"	"Nathan"	582	0.00040019
+1944	"M"	"Nathan"	507	0.00036502
+1945	"M"	"Nathan"	488	0.00035587
+1946	"M"	"Nathan"	558	0.00033814
+1947	"M"	"Nathan"	617	0.00033219
+1948	"M"	"Nathan"	619	0.00034725
+1949	"M"	"Nathan"	660	0.00036629
+1950	"M"	"Nathan"	753	0.00041395
+1951	"M"	"Nathan"	870	0.00045506
+1952	"M"	"Nathan"	850	0.00043055
+1953	"M"	"Nathan"	810	0.00040475
+1954	"M"	"Nathan"	961	0.00046461
+1955	"M"	"Nathan"	949	0.00045416
+1956	"M"	"Nathan"	1095	0.00051059
+1957	"M"	"Nathan"	1227	0.00056092
+1958	"M"	"Nathan"	1242	0.00057686
+1959	"M"	"Nathan"	1374	0.00063427
+1960	"M"	"Nathan"	1627	0.00075126
+1961	"M"	"Nathan"	1490	0.00069111
+1962	"M"	"Nathan"	1534	0.00072976
+1963	"M"	"Nathan"	1543	0.00074715
+1964	"M"	"Nathan"	1500	0.00073989
+1965	"M"	"Nathan"	1419	0.00074873
+1966	"M"	"Nathan"	1422	0.00078222
+1967	"M"	"Nathan"	1434	0.00080572
+1968	"M"	"Nathan"	1656	0.0009324
+1969	"M"	"Nathan"	1909	0.00104318
+1970	"M"	"Nathan"	2548	0.0013371
+1971	"M"	"Nathan"	3050	0.00167732
+1972	"M"	"Nathan"	3522	0.00210309
+1973	"M"	"Nathan"	4749	0.00294199
+1974	"M"	"Nathan"	5849	0.00358672
+1975	"M"	"Nathan"	7064	0.00435236
+1976	"M"	"Nathan"	8616	0.00527545
+1977	"M"	"Nathan"	9894	0.00578644
+1978	"M"	"Nathan"	9891	0.00578726
+1979	"M"	"Nathan"	10741	0.00599445
+1980	"M"	"Nathan"	11144	0.00600747
+1981	"M"	"Nathan"	11261	0.00604645
+1982	"M"	"Nathan"	10803	0.00572458
+1983	"M"	"Nathan"	10556	0.00566512
+1984	"M"	"Nathan"	10612	0.00565604
+1985	"M"	"Nathan"	10650	0.00553586
+1986	"M"	"Nathan"	9995	0.00520313
+1987	"M"	"Nathan"	9908	0.0050824
+1988	"M"	"Nathan"	10148	0.00507063
+1989	"M"	"Nathan"	10906	0.0052046
+1990	"M"	"Nathan"	10936	0.00508377
+1991	"M"	"Nathan"	10494	0.00495189
+1992	"M"	"Nathan"	10146	0.00483461
+1993	"M"	"Nathan"	10192	0.00493569
+1994	"M"	"Nathan"	10382	0.00509434
+1995	"M"	"Nathan"	10304	0.00512383
+1996	"M"	"Nathan"	10283	0.00513285
+1997	"M"	"Nathan"	10441	0.00522746
+1998	"M"	"Nathan"	11584	0.00571447
+1999	"M"	"Nathan"	12534	0.0061491
+2000	"M"	"Nathan"	13036	0.00624512
+2001	"M"	"Nathan"	12645	0.00611631
+2002	"M"	"Nathan"	13220	0.00640029
+2003	"M"	"Nathan"	13659	0.00650412
+2004	"M"	"Nathan"	14627	0.00692504
+2005	"M"	"Nathan"	14356	0.00675248
+2006	"M"	"Nathan"	14273	0.00651486
+2007	"M"	"Nathan"	13589	0.00613936
+2008	"M"	"Nathan"	13253	0.00608367
+2009	"M"	"Nathan"	12119	0.00571933
+2010	"M"	"Nathan"	11372	0.00554158
+2011	"M"	"Nathan"	10501	0.0051765
+2012	"M"	"Nathan"	10417	0.00514194
+2013	"M"	"Nathan"	9709	0.00481423
+2014	"M"	"Nathan"	8967	0.00438618
+2015	"M"	"Nathan"	8581	0.00420982
+2016	"M"	"Nathan"	7970	0.00394987
+2017	"M"	"Nathan"	7390	0.00376409
+1880	"F"	"Beatrice"	87	0.00089135
+1881	"F"	"Beatrice"	87	0.00088008
+1882	"F"	"Beatrice"	123	0.00106314
+1883	"F"	"Beatrice"	126	0.00104948
+1884	"F"	"Beatrice"	167	0.00121379
+1885	"F"	"Beatrice"	188	0.00132443
+1886	"F"	"Beatrice"	192	0.0012489
+1887	"F"	"Beatrice"	262	0.00168573
+1888	"F"	"Beatrice"	316	0.00166803
+1889	"F"	"Beatrice"	352	0.00186028
+1890	"F"	"Beatrice"	417	0.00206783
+1891	"F"	"Beatrice"	485	0.00246736
+1892	"F"	"Beatrice"	541	0.00240537
+1893	"F"	"Beatrice"	564	0.00250408
+1894	"F"	"Beatrice"	684	0.00289866
+1895	"F"	"Beatrice"	814	0.00329413
+1896	"F"	"Beatrice"	870	0.00345248
+1897	"F"	"Beatrice"	942	0.00379418
+1898	"F"	"Beatrice"	1122	0.00409274
+1899	"F"	"Beatrice"	1061	0.00428704
+1900	"F"	"Beatrice"	1382	0.0043493
+1901	"F"	"Beatrice"	1183	0.00465329
+1902	"F"	"Beatrice"	1429	0.00509749
+1903	"F"	"Beatrice"	1439	0.00517261
+1904	"F"	"Beatrice"	1549	0.00529689
+1905	"F"	"Beatrice"	1661	0.0053604
+1906	"F"	"Beatrice"	1679	0.00535669
+1907	"F"	"Beatrice"	1858	0.00550626
+1908	"F"	"Beatrice"	1997	0.00563279
+1909	"F"	"Beatrice"	2105	0.00571862
+1910	"F"	"Beatrice"	2459	0.00586138
+1911	"F"	"Beatrice"	2522	0.00570823
+1912	"F"	"Beatrice"	3205	0.00546265
+1913	"F"	"Beatrice"	3567	0.00544652
+1914	"F"	"Beatrice"	4232	0.00531245
+1915	"F"	"Beatrice"	5342	0.00521743
+1916	"F"	"Beatrice"	5586	0.00514497
+1917	"F"	"Beatrice"	5839	0.00519624
+1918	"F"	"Beatrice"	5907	0.00491282
+1919	"F"	"Beatrice"	5856	0.00498532
+1920	"F"	"Beatrice"	5804	0.00466545
+1921	"F"	"Beatrice"	5968	0.00466355
+1922	"F"	"Beatrice"	5476	0.00438938
+1923	"F"	"Beatrice"	5464	0.00436261
+1924	"F"	"Beatrice"	5269	0.00406651
+1925	"F"	"Beatrice"	4991	0.00395147
+1926	"F"	"Beatrice"	4519	0.00367353
+1927	"F"	"Beatrice"	4240	0.00342932
+1928	"F"	"Beatrice"	3921	0.0032799
+1929	"F"	"Beatrice"	3572	0.00308591
+1930	"F"	"Beatrice"	3392	0.00290804
+1931	"F"	"Beatrice"	2842	0.00257515
+1932	"F"	"Beatrice"	2787	0.00251939
+1933	"F"	"Beatrice"	2410	0.00230416
+1934	"F"	"Beatrice"	2408	0.00222505
+1935	"F"	"Beatrice"	2241	0.0020622
+1936	"F"	"Beatrice"	1956	0.00181533
+1937	"F"	"Beatrice"	1986	0.00180257
+1938	"F"	"Beatrice"	1911	0.00167432
+1939	"F"	"Beatrice"	1780	0.00156961
+1940	"F"	"Beatrice"	1729	0.0014637
+1941	"F"	"Beatrice"	1665	0.00133643
+1942	"F"	"Beatrice"	1771	0.00127374
+1943	"F"	"Beatrice"	1757	0.00122416
+1944	"F"	"Beatrice"	1579	0.00115554
+1945	"F"	"Beatrice"	1359	0.00100961
+1946	"F"	"Beatrice"	1463	0.00090709
+1947	"F"	"Beatrice"	1466	0.00080646
+1948	"F"	"Beatrice"	1432	0.00082177
+1949	"F"	"Beatrice"	1340	0.00076332
+1950	"F"	"Beatrice"	1270	0.00072216
+1951	"F"	"Beatrice"	1283	0.00069454
+1952	"F"	"Beatrice"	1223	0.00064291
+1953	"F"	"Beatrice"	1093	0.00056659
+1954	"F"	"Beatrice"	1085	0.000545
+1955	"F"	"Beatrice"	1033	0.00051529
+1956	"F"	"Beatrice"	1010	0.00049047
+1957	"F"	"Beatrice"	981	0.00046769
+1958	"F"	"Beatrice"	879	0.00042566
+1959	"F"	"Beatrice"	882	0.00042434
+1960	"F"	"Beatrice"	909	0.00043705
+1961	"F"	"Beatrice"	766	0.00036891
+1962	"F"	"Beatrice"	736	0.0003631
+1963	"F"	"Beatrice"	718	0.00036118
+1964	"F"	"Beatrice"	650	0.0003321
+1965	"F"	"Beatrice"	639	0.00034968
+1966	"F"	"Beatrice"	602	0.00034291
+1967	"F"	"Beatrice"	503	0.000293
+1968	"F"	"Beatrice"	494	0.00028897
+1969	"F"	"Beatrice"	437	0.00024791
+1970	"F"	"Beatrice"	424	0.00023146
+1971	"F"	"Beatrice"	427	0.00024367
+1972	"F"	"Beatrice"	309	0.00019163
+1973	"F"	"Beatrice"	327	0.00021042
+1974	"F"	"Beatrice"	316	0.00020177
+1975	"F"	"Beatrice"	322	0.00020631
+1976	"F"	"Beatrice"	282	0.0001794
+1977	"F"	"Beatrice"	284	0.00017265
+1978	"F"	"Beatrice"	292	0.00017764
+1979	"F"	"Beatrice"	280	0.00016249
+1980	"F"	"Beatrice"	287	0.0001612
+1981	"F"	"Beatrice"	338	0.00018901
+1982	"F"	"Beatrice"	289	0.00015932
+1983	"F"	"Beatrice"	257	0.00014363
+1984	"F"	"Beatrice"	235	0.00013035
+1985	"F"	"Beatrice"	294	0.00015927
+1986	"F"	"Beatrice"	258	0.00013983
+1987	"F"	"Beatrice"	209	0.00011154
+1988	"F"	"Beatrice"	286	0.00014876
+1989	"F"	"Beatrice"	303	0.00015212
+1990	"F"	"Beatrice"	290	0.00014119
+1991	"F"	"Beatrice"	306	0.00015051
+1992	"F"	"Beatrice"	286	0.00014269
+1993	"F"	"Beatrice"	266	0.00013494
+1994	"F"	"Beatrice"	224	0.00011493
+1995	"F"	"Beatrice"	198	0.00010306
+1996	"F"	"Beatrice"	215	0.00011216
+1997	"F"	"Beatrice"	182	0.00009535
+1998	"F"	"Beatrice"	220	0.00011352
+1999	"F"	"Beatrice"	196	0.00010071
+2000	"F"	"Beatrice"	218	0.00010928
+2001	"F"	"Beatrice"	218	0.0001101
+2002	"F"	"Beatrice"	190	0.00009625
+2003	"F"	"Beatrice"	210	0.00010472
+2004	"F"	"Beatrice"	234	0.00011604
+2005	"F"	"Beatrice"	213	0.00010502
+2006	"F"	"Beatrice"	272	0.0001302
+2007	"F"	"Beatrice"	308	0.00014564
+2008	"F"	"Beatrice"	338	0.00016243
+2009	"F"	"Beatrice"	327	0.00016164
+2010	"F"	"Beatrice"	321	0.00016392
+2011	"F"	"Beatrice"	396	0.00020465
+2012	"F"	"Beatrice"	404	0.00020865
+2013	"F"	"Beatrice"	485	0.0002521
+2014	"F"	"Beatrice"	489	0.00025056
+2015	"F"	"Beatrice"	541	0.0002781
+2016	"F"	"Beatrice"	557	0.00028883
+2017	"F"	"Beatrice"	544	0.00029015

VT2-examples/vt2-ch4-codedata-dir/data/us-postage.csv

@@ -0,0 +1,36 @@
+"Year","Price"
+1863,0.06
+1883,0.04
+1885,0.02
+1917,0.03
+1919,0.02
+1932,0.03
+1958,0.04
+1963,0.05
+1968,0.06
+1971,0.08
+1974,0.10
+1975,0.13
+1978,0.15
+1981,0.20
+1985,0.22
+1988,0.25
+1991,0.29
+1995,0.32
+1999,0.33
+2001,0.34
+2002,0.37
+2006,0.39
+2007,0.41
+2008,0.42
+2009,0.44
+2012,0.45
+2013,0.46
+2014,0.49
+2016,0.47
+2017,0.49
+2018,0.50
+2019,0.55
+2021,0.58
+2022,0.60
+2023,0.66